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题名:
Motion constraint Markov network model for multi-target tracking
作者: Wu, MJ ; Peng, XR
出版日期: 2008
会议名称: 2008 INTERNATIONAL CONFERENCE ON AUDIO,LANGUAGE AND IMAGE PROCESSING
学科分类: 图像与信号处理
中文摘要: The typical Markov network for modeling interaction among targets can handle error merge problem, but it suffers from labeling problem due to the blind competition among collaborative trackers. In this paper we propose a motion constraint Markov network model for multiple target tracking. By augmenting the typical Markov network with an ad hoc Markov chain which carries motion constraint prior this proposed model can overcome the blind competition for image resources and direct the label to the corresponding target even in the case of severe occlusion. In addition, the motion constraint prior is formulated as a local potential function and can be easily incorporated in the joint distribution representation of the novel model. Finally, this model is inferred within the framework of variational mean field method Experimental results demonstrate that our model is superior to other methods in solving the error merge and labeling problems simultaneously and efficiently.
收录类别: 其他
语种: 英语
卷号: VOLS 1 AND 2
文章类型: 会议论文
页码: 981-987
内容类型: 会议论文
URI标识: http://ir.ioe.ac.cn/handle/181551/1826
Appears in Collections:光电探测与信号处理研究室(五室)_会议论文

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Recommended Citation:
Wu, MJ,Peng, XR. Motion constraint Markov network model for multi-target tracking[C]. 见:2008 INTERNATIONAL CONFERENCE ON AUDIO,LANGUAGE AND IMAGE PROCESSING.
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文件名: 2008-246.pdf
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